Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 2938 |
| Missing cells | 2563 |
| Missing cells (%) | 3.8% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 528.0 KiB |
| Average record size in memory | 184.0 B |
Variable types
| NUM | 20 |
|---|---|
| CAT | 3 |
Reproduction
| Analysis started | 2020-08-20 15:42:37.655909 |
|---|---|
| Analysis finished | 2020-08-20 15:43:46.133032 |
| Duration | 1 minute and 8.48 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
Country has a high cardinality: 193 distinct values | High cardinality |
under-five_deaths is highly correlated with infant_deaths | High correlation |
infant_deaths is highly correlated with under-five_deaths | High correlation |
thinness_5-9_years is highly correlated with thinness_1-19_years | High correlation |
thinness_1-19_years is highly correlated with thinness_5-9_years | High correlation |
Alcohol has 194 (6.6%) missing values | Missing |
Hepatitis_B has 553 (18.8%) missing values | Missing |
BMI has 34 (1.2%) missing values | Missing |
Total_expenditure has 226 (7.7%) missing values | Missing |
GDP has 448 (15.2%) missing values | Missing |
Population has 652 (22.2%) missing values | Missing |
thinness_1-19_years has 34 (1.2%) missing values | Missing |
thinness_5-9_years has 34 (1.2%) missing values | Missing |
Income_composition_of_resources has 167 (5.7%) missing values | Missing |
Schooling has 163 (5.5%) missing values | Missing |
infant_deaths has 848 (28.9%) zeros | Zeros |
percentage_expenditure has 611 (20.8%) zeros | Zeros |
Measles has 983 (33.5%) zeros | Zeros |
under-five_deaths has 785 (26.7%) zeros | Zeros |
Income_composition_of_resources has 130 (4.4%) zeros | Zeros |
| Distinct count | 193 |
|---|---|
| Unique (%) | 6.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.0 KiB |
| Russian Federation | 16 |
|---|---|
| Kuwait | 16 |
| Austria | 16 |
| Turkey | 16 |
| Latvia | 16 |
| Other values (188) |
| Value | Count | Frequency (%) | |
| Russian Federation | 16 | 0.5% | |
| Kuwait | 16 | 0.5% | |
| Austria | 16 | 0.5% | |
| Turkey | 16 | 0.5% | |
| Latvia | 16 | 0.5% | |
| Ghana | 16 | 0.5% | |
| Solomon Islands | 16 | 0.5% | |
| Sudan | 16 | 0.5% | |
| Central African Republic | 16 | 0.5% | |
| Paraguay | 16 | 0.5% | |
| Other values (183) | 2778 | 94.6% |
Length
| Max length | 52 |
|---|---|
| Median length | 7 |
| Mean length | 10.0357386 |
| Min length | 4 |
Year
Real number (ℝ≥0)
| Distinct count | 16 |
|---|---|
| Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2007.5187202178352 |
|---|---|
| Minimum | 2000 |
| Maximum | 2015 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 2000 |
|---|---|
| 5-th percentile | 2000 |
| Q1 | 2004 |
| median | 2008 |
| Q3 | 2012 |
| 95-th percentile | 2015 |
| Maximum | 2015 |
| Range | 15 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 4.61384094 |
|---|---|
| Coefficient of variation (CV) | 0.002298280406 |
| Kurtosis | -1.213721712 |
| Mean | 2007.51872 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.006409027359 |
| Sum | 5898090 |
| Variance | 21.28752822 |
| Value | Count | Frequency (%) | |
| 2013 | 193 | 6.6% | |
| 2015 | 183 | 6.2% | |
| 2011 | 183 | 6.2% | |
| 2009 | 183 | 6.2% | |
| 2007 | 183 | 6.2% | |
| 2005 | 183 | 6.2% | |
| 2003 | 183 | 6.2% | |
| 2001 | 183 | 6.2% | |
| 2014 | 183 | 6.2% | |
| 2012 | 183 | 6.2% | |
| Other values (6) | 1098 | 37.4% |
| Value | Count | Frequency (%) | |
| 2000 | 183 | 6.2% | |
| 2001 | 183 | 6.2% | |
| 2002 | 183 | 6.2% | |
| 2003 | 183 | 6.2% | |
| 2004 | 183 | 6.2% |
| Value | Count | Frequency (%) | |
| 2015 | 183 | 6.2% | |
| 2014 | 183 | 6.2% | |
| 2013 | 193 | 6.6% | |
| 2012 | 183 | 6.2% | |
| 2011 | 183 | 6.2% |
Status
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.0 KiB |
| Developing | |
|---|---|
| Developed |
| Value | Count | Frequency (%) | |
| Developing | 2426 | 82.6% | |
| Developed | 512 | 17.4% |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.82573179 |
| Min length | 9 |
Life_expectancy
Real number (ℝ≥0)
| Distinct count | 362 |
|---|---|
| Unique (%) | 12.4% |
| Missing | 10 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.22493169398908 |
|---|---|
| Minimum | 36.3 |
| Maximum | 89.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 36.3 |
|---|---|
| 5-th percentile | 51.4 |
| Q1 | 63.1 |
| median | 72.1 |
| Q3 | 75.7 |
| 95-th percentile | 82 |
| Maximum | 89 |
| Range | 52.7 |
| Interquartile range (IQR) | 12.6 |
Descriptive statistics
| Standard deviation | 9.523867488 |
|---|---|
| Coefficient of variation (CV) | 0.1375785754 |
| Kurtosis | -0.2344773942 |
| Mean | 69.22493169 |
| Median Absolute Deviation (MAD) | 5.8 |
| Skewness | -0.6386047359 |
| Sum | 202690.6 |
| Variance | 90.70405193 |
| Value | Count | Frequency (%) | |
| 73 | 45 | 1.5% | |
| 75 | 33 | 1.1% | |
| 78 | 31 | 1.1% | |
| 73.6 | 28 | 1.0% | |
| 73.9 | 25 | 0.9% | |
| 81 | 25 | 0.9% | |
| 76 | 25 | 0.9% | |
| 74.7 | 24 | 0.8% | |
| 74.5 | 24 | 0.8% | |
| 74.1 | 23 | 0.8% | |
| Other values (352) | 2645 | 90.0% |
| Value | Count | Frequency (%) | |
| 36.3 | 1 | < 0.1% | |
| 39 | 1 | < 0.1% | |
| 41 | 1 | < 0.1% | |
| 41.5 | 1 | < 0.1% | |
| 42.3 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 89 | 11 | 0.4% | |
| 88 | 10 | 0.3% | |
| 87 | 9 | 0.3% | |
| 86 | 15 | 0.5% | |
| 85 | 12 | 0.4% |
Adult_Mortality
Real number (ℝ≥0)
| Distinct count | 425 |
|---|---|
| Unique (%) | 14.5% |
| Missing | 10 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 164.79644808743168 |
|---|---|
| Minimum | 1.0 |
| Maximum | 723.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 74 |
| median | 144 |
| Q3 | 228 |
| 95-th percentile | 398.3 |
| Maximum | 723 |
| Range | 722 |
| Interquartile range (IQR) | 154 |
Descriptive statistics
| Standard deviation | 124.292079 |
|---|---|
| Coefficient of variation (CV) | 0.754215764 |
| Kurtosis | 1.748860208 |
| Mean | 164.7964481 |
| Median Absolute Deviation (MAD) | 76 |
| Skewness | 1.174369488 |
| Sum | 482524 |
| Variance | 15448.5209 |
| Value | Count | Frequency (%) | |
| 12 | 34 | 1.2% | |
| 14 | 30 | 1.0% | |
| 16 | 29 | 1.0% | |
| 11 | 25 | 0.9% | |
| 138 | 25 | 0.9% | |
| 19 | 23 | 0.8% | |
| 144 | 22 | 0.7% | |
| 17 | 21 | 0.7% | |
| 15 | 21 | 0.7% | |
| 13 | 21 | 0.7% | |
| Other values (415) | 2677 | 91.1% |
| Value | Count | Frequency (%) | |
| 1 | 12 | 0.4% | |
| 2 | 8 | 0.3% | |
| 3 | 6 | 0.2% | |
| 4 | 4 | 0.1% | |
| 5 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 723 | 1 | < 0.1% | |
| 717 | 1 | < 0.1% | |
| 715 | 1 | < 0.1% | |
| 699 | 1 | < 0.1% | |
| 693 | 1 | < 0.1% |
| Distinct count | 209 |
|---|---|
| Unique (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.303948264125257 |
|---|---|
| Minimum | 0 |
| Maximum | 1800 |
| Zeros | 848 |
| Zeros (%) | 28.9% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3 |
| Q3 | 22 |
| 95-th percentile | 94.15 |
| Maximum | 1800 |
| Range | 1800 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 117.9265013 |
|---|---|
| Coefficient of variation (CV) | 3.891456661 |
| Kurtosis | 116.0427561 |
| Mean | 30.30394826 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 9.78696295 |
| Sum | 89033 |
| Variance | 13906.65971 |
| Value | Count | Frequency (%) | |
| 0 | 848 | 28.9% | |
| 1 | 342 | 11.6% | |
| 2 | 203 | 6.9% | |
| 3 | 175 | 6.0% | |
| 4 | 96 | 3.3% | |
| 8 | 57 | 1.9% | |
| 7 | 53 | 1.8% | |
| 10 | 48 | 1.6% | |
| 9 | 48 | 1.6% | |
| 6 | 46 | 1.6% | |
| Other values (199) | 1022 | 34.8% |
| Value | Count | Frequency (%) | |
| 0 | 848 | 28.9% | |
| 1 | 342 | 11.6% | |
| 2 | 203 | 6.9% | |
| 3 | 175 | 6.0% | |
| 4 | 96 | 3.3% |
| Value | Count | Frequency (%) | |
| 1800 | 2 | 0.1% | |
| 1700 | 2 | 0.1% | |
| 1600 | 1 | < 0.1% | |
| 1500 | 2 | 0.1% | |
| 1400 | 1 | < 0.1% |
| Distinct count | 1076 |
|---|---|
| Unique (%) | 39.2% |
| Missing | 194 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.602860787172012 |
|---|---|
| Minimum | 0.01 |
| Maximum | 17.87 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.01 |
| Q1 | 0.8775 |
| median | 3.755 |
| Q3 | 7.7025 |
| 95-th percentile | 11.96 |
| Maximum | 17.87 |
| Range | 17.86 |
| Interquartile range (IQR) | 6.825 |
Descriptive statistics
| Standard deviation | 4.052412659 |
|---|---|
| Coefficient of variation (CV) | 0.8804117366 |
| Kurtosis | -0.8029092244 |
| Mean | 4.602860787 |
| Median Absolute Deviation (MAD) | 3.245 |
| Skewness | 0.5895625281 |
| Sum | 12630.25 |
| Variance | 16.42204836 |
| Value | Count | Frequency (%) | |
| 0.01 | 288 | 9.8% | |
| 0.03 | 15 | 0.5% | |
| 0.04 | 13 | 0.4% | |
| 0.02 | 12 | 0.4% | |
| 0.09 | 12 | 0.4% | |
| 1.18 | 10 | 0.3% | |
| 0.21 | 10 | 0.3% | |
| 0.06 | 10 | 0.3% | |
| 0.08 | 9 | 0.3% | |
| 0.49 | 9 | 0.3% | |
| Other values (1066) | 2356 | 80.2% | |
| (Missing) | 194 | 6.6% |
| Value | Count | Frequency (%) | |
| 0.01 | 288 | 9.8% | |
| 0.02 | 12 | 0.4% | |
| 0.03 | 15 | 0.5% | |
| 0.04 | 13 | 0.4% | |
| 0.05 | 9 | 0.3% |
| Value | Count | Frequency (%) | |
| 17.87 | 1 | < 0.1% | |
| 17.31 | 1 | < 0.1% | |
| 16.99 | 1 | < 0.1% | |
| 16.58 | 1 | < 0.1% | |
| 16.35 | 1 | < 0.1% |
| Distinct count | 2328 |
|---|---|
| Unique (%) | 79.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 738.2512954533831 |
|---|---|
| Minimum | 0.0 |
| Maximum | 19479.91161 |
| Zeros | 611 |
| Zeros (%) | 20.8% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.685342585 |
| median | 64.91290604 |
| Q3 | 441.5341444 |
| 95-th percentile | 4506.638496 |
| Maximum | 19479.91161 |
| Range | 19479.91161 |
| Interquartile range (IQR) | 436.8488018 |
Descriptive statistics
| Standard deviation | 1987.914858 |
|---|---|
| Coefficient of variation (CV) | 2.692734669 |
| Kurtosis | 26.57338739 |
| Mean | 738.2512955 |
| Median Absolute Deviation (MAD) | 64.91290604 |
| Skewness | 4.652051348 |
| Sum | 2168982.306 |
| Variance | 3951805.483 |
| Value | Count | Frequency (%) | |
| 0 | 611 | 20.8% | |
| 345.9044258 | 1 | < 0.1% | |
| 2698.01817 | 1 | < 0.1% | |
| 3.43334364 | 1 | < 0.1% | |
| 8.758214538 | 1 | < 0.1% | |
| 5.103249438 | 1 | < 0.1% | |
| 70.27113179 | 1 | < 0.1% | |
| 6164.455402 | 1 | < 0.1% | |
| 0.962497052 | 1 | < 0.1% | |
| 253.4022338 | 1 | < 0.1% | |
| Other values (2318) | 2318 | 78.9% |
| Value | Count | Frequency (%) | |
| 0 | 611 | 20.8% | |
| 0.09987219 | 1 | < 0.1% | |
| 0.108055973 | 1 | < 0.1% | |
| 0.27564826 | 1 | < 0.1% | |
| 0.328418056 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 19479.91161 | 1 | < 0.1% | |
| 19099.04506 | 1 | < 0.1% | |
| 18961.3486 | 1 | < 0.1% | |
| 18822.86732 | 1 | < 0.1% | |
| 18379.32974 | 1 | < 0.1% |
| Distinct count | 87 |
|---|---|
| Unique (%) | 3.6% |
| Missing | 553 |
| Missing (%) | 18.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80.94046121593291 |
|---|---|
| Minimum | 1.0 |
| Maximum | 99.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 77 |
| median | 92 |
| Q3 | 97 |
| 95-th percentile | 99 |
| Maximum | 99 |
| Range | 98 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 25.07001559 |
|---|---|
| Coefficient of variation (CV) | 0.3097340343 |
| Kurtosis | 2.770259399 |
| Mean | 80.94046122 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -1.930845104 |
| Sum | 193043 |
| Variance | 628.5056818 |
| Value | Count | Frequency (%) | |
| 99 | 240 | 8.2% | |
| 98 | 210 | 7.1% | |
| 96 | 167 | 5.7% | |
| 97 | 155 | 5.3% | |
| 95 | 149 | 5.1% | |
| 94 | 127 | 4.3% | |
| 93 | 101 | 3.4% | |
| 92 | 92 | 3.1% | |
| 91 | 75 | 2.6% | |
| 89 | 71 | 2.4% | |
| Other values (77) | 998 | 34.0% | |
| (Missing) | 553 | 18.8% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 2 | 4 | 0.1% | |
| 4 | 4 | 0.1% | |
| 5 | 9 | 0.3% | |
| 6 | 17 | 0.6% |
| Value | Count | Frequency (%) | |
| 99 | 240 | 8.2% | |
| 98 | 210 | 7.1% | |
| 97 | 155 | 5.3% | |
| 96 | 167 | 5.7% | |
| 95 | 149 | 5.1% |
| Distinct count | 958 |
|---|---|
| Unique (%) | 32.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2419.5922396187884 |
|---|---|
| Minimum | 0 |
| Maximum | 212183 |
| Zeros | 983 |
| Zeros (%) | 33.5% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 17 |
| Q3 | 360.25 |
| 95-th percentile | 9985.55 |
| Maximum | 212183 |
| Range | 212183 |
| Interquartile range (IQR) | 360.25 |
Descriptive statistics
| Standard deviation | 11467.27249 |
|---|---|
| Coefficient of variation (CV) | 4.739340911 |
| Kurtosis | 114.8599032 |
| Mean | 2419.59224 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 9.441331947 |
| Sum | 7108762 |
| Variance | 131498338.3 |
| Value | Count | Frequency (%) | |
| 0 | 983 | 33.5% | |
| 1 | 104 | 3.5% | |
| 2 | 68 | 2.3% | |
| 3 | 44 | 1.5% | |
| 4 | 33 | 1.1% | |
| 6 | 29 | 1.0% | |
| 7 | 28 | 1.0% | |
| 5 | 25 | 0.9% | |
| 8 | 24 | 0.8% | |
| 9 | 22 | 0.7% | |
| Other values (948) | 1578 | 53.7% |
| Value | Count | Frequency (%) | |
| 0 | 983 | 33.5% | |
| 1 | 104 | 3.5% | |
| 2 | 68 | 2.3% | |
| 3 | 44 | 1.5% | |
| 4 | 33 | 1.1% |
| Value | Count | Frequency (%) | |
| 212183 | 1 | < 0.1% | |
| 182485 | 1 | < 0.1% | |
| 168107 | 1 | < 0.1% | |
| 141258 | 1 | < 0.1% | |
| 133802 | 1 | < 0.1% |
| Distinct count | 608 |
|---|---|
| Unique (%) | 20.9% |
| Missing | 34 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.321246556473824 |
|---|---|
| Minimum | 1.0 |
| Maximum | 87.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5.2 |
| Q1 | 19.3 |
| median | 43.5 |
| Q3 | 56.2 |
| 95-th percentile | 64.785 |
| Maximum | 87.3 |
| Range | 86.3 |
| Interquartile range (IQR) | 36.9 |
Descriptive statistics
| Standard deviation | 20.0440335 |
|---|---|
| Coefficient of variation (CV) | 0.5230527528 |
| Kurtosis | -1.291095468 |
| Mean | 38.32124656 |
| Median Absolute Deviation (MAD) | 16.3 |
| Skewness | -0.2193116034 |
| Sum | 111284.9 |
| Variance | 401.7632791 |
| Value | Count | Frequency (%) | |
| 58.5 | 18 | 0.6% | |
| 57 | 16 | 0.5% | |
| 55.8 | 16 | 0.5% | |
| 54.2 | 15 | 0.5% | |
| 59.9 | 15 | 0.5% | |
| 59.3 | 14 | 0.5% | |
| 55 | 13 | 0.4% | |
| 56.5 | 13 | 0.4% | |
| 59.4 | 13 | 0.4% | |
| 52.8 | 13 | 0.4% | |
| Other values (598) | 2758 | 93.9% | |
| (Missing) | 34 | 1.2% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 1.4 | 2 | 0.1% | |
| 1.8 | 1 | < 0.1% | |
| 1.9 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 87.3 | 1 | < 0.1% | |
| 83.3 | 1 | < 0.1% | |
| 82.8 | 1 | < 0.1% | |
| 81.6 | 1 | < 0.1% | |
| 79.3 | 1 | < 0.1% |
| Distinct count | 252 |
|---|---|
| Unique (%) | 8.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.0357385976855 |
|---|---|
| Minimum | 0 |
| Maximum | 2500 |
| Zeros | 785 |
| Zeros (%) | 26.7% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4 |
| Q3 | 28 |
| 95-th percentile | 138 |
| Maximum | 2500 |
| Range | 2500 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 160.4455484 |
|---|---|
| Coefficient of variation (CV) | 3.816884246 |
| Kurtosis | 109.7527951 |
| Mean | 42.0357386 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 9.495064657 |
| Sum | 123501 |
| Variance | 25742.774 |
| Value | Count | Frequency (%) | |
| 0 | 785 | 26.7% | |
| 1 | 361 | 12.3% | |
| 2 | 163 | 5.5% | |
| 4 | 161 | 5.5% | |
| 3 | 129 | 4.4% | |
| 12 | 53 | 1.8% | |
| 8 | 49 | 1.7% | |
| 6 | 48 | 1.6% | |
| 10 | 47 | 1.6% | |
| 5 | 44 | 1.5% | |
| Other values (242) | 1098 | 37.4% |
| Value | Count | Frequency (%) | |
| 0 | 785 | 26.7% | |
| 1 | 361 | 12.3% | |
| 2 | 163 | 5.5% | |
| 3 | 129 | 4.4% | |
| 4 | 161 | 5.5% |
| Value | Count | Frequency (%) | |
| 2500 | 1 | < 0.1% | |
| 2400 | 1 | < 0.1% | |
| 2300 | 1 | < 0.1% | |
| 2200 | 1 | < 0.1% | |
| 2100 | 1 | < 0.1% |
Polio
Real number (ℝ≥0)
| Distinct count | 73 |
|---|---|
| Unique (%) | 2.5% |
| Missing | 19 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.55018842069202 |
|---|---|
| Minimum | 3.0 |
| Maximum | 99.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 78 |
| median | 93 |
| Q3 | 97 |
| 95-th percentile | 99 |
| Maximum | 99 |
| Range | 96 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 23.42804595 |
|---|---|
| Coefficient of variation (CV) | 0.2838036641 |
| Kurtosis | 3.776509819 |
| Mean | 82.55018842 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -2.098053249 |
| Sum | 240964 |
| Variance | 548.873337 |
| Value | Count | Frequency (%) | |
| 99 | 376 | 12.8% | |
| 98 | 255 | 8.7% | |
| 96 | 207 | 7.0% | |
| 97 | 205 | 7.0% | |
| 95 | 180 | 6.1% | |
| 94 | 159 | 5.4% | |
| 93 | 120 | 4.1% | |
| 92 | 96 | 3.3% | |
| 91 | 88 | 3.0% | |
| 9 | 71 | 2.4% | |
| Other values (63) | 1162 | 39.6% |
| Value | Count | Frequency (%) | |
| 3 | 7 | 0.2% | |
| 4 | 11 | 0.4% | |
| 5 | 8 | 0.3% | |
| 6 | 11 | 0.4% | |
| 7 | 24 | 0.8% |
| Value | Count | Frequency (%) | |
| 99 | 376 | 12.8% | |
| 98 | 255 | 8.7% | |
| 97 | 205 | 7.0% | |
| 96 | 207 | 7.0% | |
| 95 | 180 | 6.1% |
| Distinct count | 818 |
|---|---|
| Unique (%) | 30.2% |
| Missing | 226 |
| Missing (%) | 7.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.9381895280235995 |
|---|---|
| Minimum | 0.37 |
| Maximum | 17.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0.37 |
|---|---|
| 5-th percentile | 1.93 |
| Q1 | 4.26 |
| median | 5.755 |
| Q3 | 7.4925 |
| 95-th percentile | 9.76 |
| Maximum | 17.6 |
| Range | 17.23 |
| Interquartile range (IQR) | 3.2325 |
Descriptive statistics
| Standard deviation | 2.498319672 |
|---|---|
| Coefficient of variation (CV) | 0.4207207703 |
| Kurtosis | 1.156270469 |
| Mean | 5.938189528 |
| Median Absolute Deviation (MAD) | 1.59 |
| Skewness | 0.6186855521 |
| Sum | 16104.37 |
| Variance | 6.241601184 |
| Value | Count | Frequency (%) | |
| 4.6 | 15 | 0.5% | |
| 6.7 | 12 | 0.4% | |
| 5.6 | 11 | 0.4% | |
| 5.64 | 10 | 0.3% | |
| 3.4 | 10 | 0.3% | |
| 9.1 | 10 | 0.3% | |
| 5.3 | 10 | 0.3% | |
| 5.25 | 10 | 0.3% | |
| 5.9 | 10 | 0.3% | |
| 5.29 | 9 | 0.3% | |
| Other values (808) | 2605 | 88.7% | |
| (Missing) | 226 | 7.7% |
| Value | Count | Frequency (%) | |
| 0.37 | 1 | < 0.1% | |
| 0.65 | 1 | < 0.1% | |
| 0.74 | 1 | < 0.1% | |
| 0.76 | 1 | < 0.1% | |
| 0.92 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 17.6 | 1 | < 0.1% | |
| 17.24 | 1 | < 0.1% | |
| 17.2 | 2 | 0.1% | |
| 17.14 | 1 | < 0.1% | |
| 17 | 1 | < 0.1% |
Diphtheria
Real number (ℝ≥0)
| Distinct count | 81 |
|---|---|
| Unique (%) | 2.8% |
| Missing | 19 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.32408359027065 |
|---|---|
| Minimum | 2.0 |
| Maximum | 99.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 78 |
| median | 93 |
| Q3 | 97 |
| 95-th percentile | 99 |
| Maximum | 99 |
| Range | 97 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 23.71691207 |
|---|---|
| Coefficient of variation (CV) | 0.2880920265 |
| Kurtosis | 3.558143 |
| Mean | 82.32408359 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -2.072752929 |
| Sum | 240304 |
| Variance | 562.4919181 |
| Value | Count | Frequency (%) | |
| 99 | 350 | 11.9% | |
| 98 | 254 | 8.6% | |
| 97 | 205 | 7.0% | |
| 96 | 201 | 6.8% | |
| 95 | 200 | 6.8% | |
| 94 | 149 | 5.1% | |
| 93 | 120 | 4.1% | |
| 92 | 100 | 3.4% | |
| 91 | 91 | 3.1% | |
| 89 | 76 | 2.6% | |
| Other values (71) | 1173 | 39.9% |
| Value | Count | Frequency (%) | |
| 2 | 1 | < 0.1% | |
| 3 | 4 | 0.1% | |
| 4 | 12 | 0.4% | |
| 5 | 10 | 0.3% | |
| 6 | 16 | 0.5% |
| Value | Count | Frequency (%) | |
| 99 | 350 | 11.9% | |
| 98 | 254 | 8.6% | |
| 97 | 205 | 7.0% | |
| 96 | 201 | 6.8% | |
| 95 | 200 | 6.8% |
HIV/AIDS
Real number (ℝ≥0)
| Distinct count | 200 |
|---|---|
| Unique (%) | 6.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7421034717494894 |
|---|---|
| Minimum | 0.1 |
| Maximum | 50.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.1 |
| median | 0.1 |
| Q3 | 0.8 |
| 95-th percentile | 8.515 |
| Maximum | 50.6 |
| Range | 50.5 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 5.077784531 |
|---|---|
| Coefficient of variation (CV) | 2.914743363 |
| Kurtosis | 34.89200787 |
| Mean | 1.742103472 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.396112042 |
| Sum | 5118.3 |
| Variance | 25.78389574 |
| Value | Count | Frequency (%) | |
| 0.1 | 1781 | 60.6% | |
| 0.2 | 124 | 4.2% | |
| 0.3 | 115 | 3.9% | |
| 0.4 | 69 | 2.3% | |
| 0.5 | 42 | 1.4% | |
| 0.6 | 35 | 1.2% | |
| 0.8 | 32 | 1.1% | |
| 0.9 | 32 | 1.1% | |
| 0.7 | 29 | 1.0% | |
| 1.5 | 21 | 0.7% | |
| Other values (190) | 658 | 22.4% |
| Value | Count | Frequency (%) | |
| 0.1 | 1781 | 60.6% | |
| 0.2 | 124 | 4.2% | |
| 0.3 | 115 | 3.9% | |
| 0.4 | 69 | 2.3% | |
| 0.5 | 42 | 1.4% |
| Value | Count | Frequency (%) | |
| 50.6 | 1 | < 0.1% | |
| 50.3 | 1 | < 0.1% | |
| 49.9 | 1 | < 0.1% | |
| 49.1 | 1 | < 0.1% | |
| 48.8 | 1 | < 0.1% |
| Distinct count | 2490 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 448 |
| Missing (%) | 15.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7483.158469138474 |
|---|---|
| Minimum | 1.68135 |
| Maximum | 119172.7418 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 1.68135 |
|---|---|
| 5-th percentile | 68.05001537 |
| Q1 | 463.935626 |
| median | 1766.947595 |
| Q3 | 5910.806335 |
| 95-th percentile | 41606.84833 |
| Maximum | 119172.7418 |
| Range | 119171.0605 |
| Interquartile range (IQR) | 5446.870709 |
Descriptive statistics
| Standard deviation | 14270.16934 |
|---|---|
| Coefficient of variation (CV) | 1.906971421 |
| Kurtosis | 12.33307364 |
| Mean | 7483.158469 |
| Median Absolute Deviation (MAD) | 1592.456071 |
| Skewness | 3.20665487 |
| Sum | 18633064.59 |
| Variance | 203637733 |
| Value | Count | Frequency (%) | |
| 1276.265 | 1 | < 0.1% | |
| 3638.95946 | 1 | < 0.1% | |
| 2158.299 | 1 | < 0.1% | |
| 1768.92132 | 1 | < 0.1% | |
| 261.456882 | 1 | < 0.1% | |
| 558.221144 | 1 | < 0.1% | |
| 38532.488 | 1 | < 0.1% | |
| 5.6687264 | 1 | < 0.1% | |
| 2519.737387 | 1 | < 0.1% | |
| 1922.41388 | 1 | < 0.1% | |
| Other values (2480) | 2480 | 84.4% | |
| (Missing) | 448 | 15.2% |
| Value | Count | Frequency (%) | |
| 1.68135 | 1 | < 0.1% | |
| 3.685949 | 1 | < 0.1% | |
| 4.6135745 | 1 | < 0.1% | |
| 5.6687264 | 1 | < 0.1% | |
| 8.376432 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 119172.7418 | 1 | < 0.1% | |
| 115761.577 | 1 | < 0.1% | |
| 114293.8433 | 1 | < 0.1% | |
| 113751.85 | 1 | < 0.1% | |
| 89739.7117 | 1 | < 0.1% |
| Distinct count | 2278 |
|---|---|
| Unique (%) | 99.7% |
| Missing | 652 |
| Missing (%) | 22.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12753375.120052494 |
|---|---|
| Minimum | 34.0 |
| Maximum | 1293859294.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 34 |
|---|---|
| 5-th percentile | 9617.5 |
| Q1 | 195793.25 |
| median | 1386542 |
| Q3 | 7420359 |
| 95-th percentile | 47554415.75 |
| Maximum | 1293859294 |
| Range | 1293859260 |
| Interquartile range (IQR) | 7224565.75 |
Descriptive statistics
| Standard deviation | 61012096.51 |
|---|---|
| Coefficient of variation (CV) | 4.783996074 |
| Kurtosis | 298.0102666 |
| Mean | 12753375.12 |
| Median Absolute Deviation (MAD) | 1357309.5 |
| Skewness | 15.9162356 |
| Sum | 2.915421552e+10 |
| Variance | 3.72247592e+15 |
| Value | Count | Frequency (%) | |
| 444 | 4 | 0.1% | |
| 1141 | 2 | 0.1% | |
| 718239 | 2 | 0.1% | |
| 26868 | 2 | 0.1% | |
| 127445 | 2 | 0.1% | |
| 292 | 2 | 0.1% | |
| 939848 | 1 | < 0.1% | |
| 39145488 | 1 | < 0.1% | |
| 127658 | 1 | < 0.1% | |
| 13281 | 1 | < 0.1% | |
| Other values (2268) | 2268 | 77.2% | |
| (Missing) | 652 | 22.2% |
| Value | Count | Frequency (%) | |
| 34 | 1 | < 0.1% | |
| 36 | 1 | < 0.1% | |
| 41 | 1 | < 0.1% | |
| 43 | 1 | < 0.1% | |
| 123 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1293859294 | 1 | < 0.1% | |
| 1179681239 | 1 | < 0.1% | |
| 1161977719 | 1 | < 0.1% | |
| 1144118674 | 1 | < 0.1% | |
| 1126135777 | 1 | < 0.1% |
| Distinct count | 200 |
|---|---|
| Unique (%) | 6.9% |
| Missing | 34 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.839703856749312 |
|---|---|
| Minimum | 0.1 |
| Maximum | 27.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.6 |
| Q1 | 1.6 |
| median | 3.3 |
| Q3 | 7.2 |
| 95-th percentile | 13.8 |
| Maximum | 27.7 |
| Range | 27.6 |
| Interquartile range (IQR) | 5.6 |
Descriptive statistics
| Standard deviation | 4.420194947 |
|---|---|
| Coefficient of variation (CV) | 0.9133193018 |
| Kurtosis | 3.97043867 |
| Mean | 4.839703857 |
| Median Absolute Deviation (MAD) | 2.3 |
| Skewness | 1.711471088 |
| Sum | 14054.5 |
| Variance | 19.53812337 |
| Value | Count | Frequency (%) | |
| 1 | 74 | 2.5% | |
| 1.9 | 65 | 2.2% | |
| 0.8 | 64 | 2.2% | |
| 0.7 | 63 | 2.1% | |
| 1.2 | 62 | 2.1% | |
| 2.1 | 61 | 2.1% | |
| 1.5 | 60 | 2.0% | |
| 2.2 | 58 | 2.0% | |
| 2 | 57 | 1.9% | |
| 0.9 | 57 | 1.9% | |
| Other values (190) | 2283 | 77.7% |
| Value | Count | Frequency (%) | |
| 0.1 | 28 | 1.0% | |
| 0.2 | 40 | 1.4% | |
| 0.3 | 32 | 1.1% | |
| 0.4 | 5 | 0.2% | |
| 0.5 | 35 | 1.2% |
| Value | Count | Frequency (%) | |
| 27.7 | 1 | < 0.1% | |
| 27.5 | 1 | < 0.1% | |
| 27.4 | 1 | < 0.1% | |
| 27.3 | 1 | < 0.1% | |
| 27.2 | 2 | 0.1% |
| Distinct count | 207 |
|---|---|
| Unique (%) | 7.1% |
| Missing | 34 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.870316804407714 |
|---|---|
| Minimum | 0.1 |
| Maximum | 28.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 1.5 |
| median | 3.3 |
| Q3 | 7.2 |
| 95-th percentile | 13.8 |
| Maximum | 28.6 |
| Range | 28.5 |
| Interquartile range (IQR) | 5.7 |
Descriptive statistics
| Standard deviation | 4.508882087 |
|---|---|
| Coefficient of variation (CV) | 0.9257882532 |
| Kurtosis | 4.358730342 |
| Mean | 4.870316804 |
| Median Absolute Deviation (MAD) | 2.3 |
| Skewness | 1.777423977 |
| Sum | 14143.4 |
| Variance | 20.33001767 |
| Value | Count | Frequency (%) | |
| 0.9 | 69 | 2.3% | |
| 1.1 | 67 | 2.3% | |
| 0.5 | 63 | 2.1% | |
| 1.9 | 63 | 2.1% | |
| 1 | 62 | 2.1% | |
| 2.1 | 61 | 2.1% | |
| 1.3 | 59 | 2.0% | |
| 1.5 | 57 | 1.9% | |
| 1.7 | 55 | 1.9% | |
| 0.6 | 54 | 1.8% | |
| Other values (197) | 2294 | 78.1% |
| Value | Count | Frequency (%) | |
| 0.1 | 37 | 1.3% | |
| 0.2 | 45 | 1.5% | |
| 0.3 | 25 | 0.9% | |
| 0.4 | 17 | 0.6% | |
| 0.5 | 63 | 2.1% |
| Value | Count | Frequency (%) | |
| 28.6 | 1 | < 0.1% | |
| 28.5 | 1 | < 0.1% | |
| 28.4 | 1 | < 0.1% | |
| 28.3 | 1 | < 0.1% | |
| 28.2 | 1 | < 0.1% |
| Distinct count | 625 |
|---|---|
| Unique (%) | 22.6% |
| Missing | 167 |
| Missing (%) | 5.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6275510645976182 |
|---|---|
| Minimum | 0.0 |
| Maximum | 0.948 |
| Zeros | 130 |
| Zeros (%) | 4.4% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.277 |
| Q1 | 0.493 |
| median | 0.677 |
| Q3 | 0.779 |
| 95-th percentile | 0.892 |
| Maximum | 0.948 |
| Range | 0.948 |
| Interquartile range (IQR) | 0.286 |
Descriptive statistics
| Standard deviation | 0.2109035552 |
|---|---|
| Coefficient of variation (CV) | 0.3360739341 |
| Kurtosis | 1.392814239 |
| Mean | 0.6275510646 |
| Median Absolute Deviation (MAD) | 0.127 |
| Skewness | -1.14376272 |
| Sum | 1738.944 |
| Variance | 0.04448030958 |
| Value | Count | Frequency (%) | |
| 0 | 130 | 4.4% | |
| 0.7 | 17 | 0.6% | |
| 0.739 | 13 | 0.4% | |
| 0.636 | 12 | 0.4% | |
| 0.714 | 12 | 0.4% | |
| 0.86 | 11 | 0.4% | |
| 0.703 | 11 | 0.4% | |
| 0.723 | 11 | 0.4% | |
| 0.734 | 11 | 0.4% | |
| 0.877 | 11 | 0.4% | |
| Other values (615) | 2532 | 86.2% | |
| (Missing) | 167 | 5.7% |
| Value | Count | Frequency (%) | |
| 0 | 130 | 4.4% | |
| 0.253 | 1 | < 0.1% | |
| 0.255 | 1 | < 0.1% | |
| 0.261 | 1 | < 0.1% | |
| 0.266 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.948 | 1 | < 0.1% | |
| 0.945 | 1 | < 0.1% | |
| 0.942 | 1 | < 0.1% | |
| 0.941 | 1 | < 0.1% | |
| 0.939 | 1 | < 0.1% |
| Distinct count | 173 |
|---|---|
| Unique (%) | 6.2% |
| Missing | 163 |
| Missing (%) | 5.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.992792792792793 |
|---|---|
| Minimum | 0.0 |
| Maximum | 20.7 |
| Zeros | 28 |
| Zeros (%) | 1.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.8 |
| Q1 | 10.1 |
| median | 12.3 |
| Q3 | 14.3 |
| 95-th percentile | 16.8 |
| Maximum | 20.7 |
| Range | 20.7 |
| Interquartile range (IQR) | 4.2 |
Descriptive statistics
| Standard deviation | 3.358919721 |
|---|---|
| Coefficient of variation (CV) | 0.2800781919 |
| Kurtosis | 0.8861512689 |
| Mean | 11.99279279 |
| Median Absolute Deviation (MAD) | 2.1 |
| Skewness | -0.6024365419 |
| Sum | 33280 |
| Variance | 11.28234169 |
| Value | Count | Frequency (%) | |
| 12.9 | 58 | 2.0% | |
| 13.3 | 52 | 1.8% | |
| 12.5 | 49 | 1.7% | |
| 12.8 | 46 | 1.6% | |
| 12.3 | 44 | 1.5% | |
| 12.6 | 43 | 1.5% | |
| 12.4 | 42 | 1.4% | |
| 10.7 | 41 | 1.4% | |
| 11.9 | 41 | 1.4% | |
| 12.7 | 40 | 1.4% | |
| Other values (163) | 2319 | 78.9% | |
| (Missing) | 163 | 5.5% |
| Value | Count | Frequency (%) | |
| 0 | 28 | 1.0% | |
| 2.8 | 1 | < 0.1% | |
| 2.9 | 4 | 0.1% | |
| 3 | 1 | < 0.1% | |
| 3.1 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 20.7 | 1 | < 0.1% | |
| 20.6 | 1 | < 0.1% | |
| 20.5 | 1 | < 0.1% | |
| 20.4 | 3 | 0.1% | |
| 20.3 | 4 | 0.1% |
continent
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.0 KiB |
| Africa | |
|---|---|
| Asia | |
| Europe | |
| Americas | |
| Oceania | 166 |
| Value | Count | Frequency (%) | |
| Africa | 864 | 29.4% | |
| Asia | 752 | 25.6% | |
| Europe | 626 | 21.3% | |
| Americas | 530 | 18.0% | |
| Oceania | 166 | 5.7% |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 5.905377808 |
| Min length | 4 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Country | Year | Status | Life_expectancy | Adult_Mortality | infant_deaths | Alcohol | percentage_expenditure | Hepatitis_B | Measles | BMI | under-five_deaths | Polio | Total_expenditure | Diphtheria | HIV/AIDS | GDP | Population | thinness_1-19_years | thinness_5-9_years | Income_composition_of_resources | Schooling | continent | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | 2015 | Developing | 65.0 | 263.0 | 62 | 0.01 | 71.279624 | 65.0 | 1154 | 19.1 | 83 | 6.0 | 8.16 | 65.0 | 0.1 | 584.259210 | 33736494.0 | 17.2 | 17.3 | 0.479 | 10.1 | Asia |
| 1 | Afghanistan | 2014 | Developing | 59.9 | 271.0 | 64 | 0.01 | 73.523582 | 62.0 | 492 | 18.6 | 86 | 58.0 | 8.18 | 62.0 | 0.1 | 612.696514 | 327582.0 | 17.5 | 17.5 | 0.476 | 10.0 | Asia |
| 2 | Afghanistan | 2013 | Developing | 59.9 | 268.0 | 66 | 0.01 | 73.219243 | 64.0 | 430 | 18.1 | 89 | 62.0 | 8.13 | 64.0 | 0.1 | 631.744976 | 31731688.0 | 17.7 | 17.7 | 0.470 | 9.9 | Asia |
| 3 | Afghanistan | 2012 | Developing | 59.5 | 272.0 | 69 | 0.01 | 78.184215 | 67.0 | 2787 | 17.6 | 93 | 67.0 | 8.52 | 67.0 | 0.1 | 669.959000 | 3696958.0 | 17.9 | 18.0 | 0.463 | 9.8 | Asia |
| 4 | Afghanistan | 2011 | Developing | 59.2 | 275.0 | 71 | 0.01 | 7.097109 | 68.0 | 3013 | 17.2 | 97 | 68.0 | 7.87 | 68.0 | 0.1 | 63.537231 | 2978599.0 | 18.2 | 18.2 | 0.454 | 9.5 | Asia |
| 5 | Afghanistan | 2010 | Developing | 58.8 | 279.0 | 74 | 0.01 | 79.679367 | 66.0 | 1989 | 16.7 | 102 | 66.0 | 9.20 | 66.0 | 0.1 | 553.328940 | 2883167.0 | 18.4 | 18.4 | 0.448 | 9.2 | Asia |
| 6 | Afghanistan | 2009 | Developing | 58.6 | 281.0 | 77 | 0.01 | 56.762217 | 63.0 | 2861 | 16.2 | 106 | 63.0 | 9.42 | 63.0 | 0.1 | 445.893298 | 284331.0 | 18.6 | 18.7 | 0.434 | 8.9 | Asia |
| 7 | Afghanistan | 2008 | Developing | 58.1 | 287.0 | 80 | 0.03 | 25.873925 | 64.0 | 1599 | 15.7 | 110 | 64.0 | 8.33 | 64.0 | 0.1 | 373.361116 | 2729431.0 | 18.8 | 18.9 | 0.433 | 8.7 | Asia |
| 8 | Afghanistan | 2007 | Developing | 57.5 | 295.0 | 82 | 0.02 | 10.910156 | 63.0 | 1141 | 15.2 | 113 | 63.0 | 6.73 | 63.0 | 0.1 | 369.835796 | 26616792.0 | 19.0 | 19.1 | 0.415 | 8.4 | Asia |
| 9 | Afghanistan | 2006 | Developing | 57.3 | 295.0 | 84 | 0.03 | 17.171518 | 64.0 | 1990 | 14.7 | 116 | 58.0 | 7.43 | 58.0 | 0.1 | 272.563770 | 2589345.0 | 19.2 | 19.3 | 0.405 | 8.1 | Asia |
Last rows
| Country | Year | Status | Life_expectancy | Adult_Mortality | infant_deaths | Alcohol | percentage_expenditure | Hepatitis_B | Measles | BMI | under-five_deaths | Polio | Total_expenditure | Diphtheria | HIV/AIDS | GDP | Population | thinness_1-19_years | thinness_5-9_years | Income_composition_of_resources | Schooling | continent | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2928 | Zimbabwe | 2009 | Developing | 50.0 | 587.0 | 30 | 4.64 | 1.040021 | 73.0 | 853 | 29.0 | 45 | 69.0 | 6.26 | 73.0 | 18.1 | 65.824121 | 1381599.0 | 7.5 | 7.4 | 0.419 | 9.9 | Africa |
| 2929 | Zimbabwe | 2008 | Developing | 48.2 | 632.0 | 30 | 3.56 | 20.843429 | 75.0 | 0 | 28.6 | 46 | 75.0 | 4.96 | 75.0 | 20.5 | 325.678573 | 13558469.0 | 7.8 | 7.8 | 0.421 | 9.7 | Africa |
| 2930 | Zimbabwe | 2007 | Developing | 46.6 | 67.0 | 29 | 3.88 | 29.814566 | 72.0 | 242 | 28.2 | 46 | 73.0 | 4.47 | 73.0 | 23.7 | 396.998217 | 1332999.0 | 8.2 | 8.2 | 0.414 | 9.6 | Africa |
| 2931 | Zimbabwe | 2006 | Developing | 45.4 | 7.0 | 28 | 4.57 | 34.262169 | 68.0 | 212 | 27.9 | 45 | 71.0 | 5.12 | 7.0 | 26.8 | 414.796232 | 13124267.0 | 8.6 | 8.6 | 0.408 | 9.5 | Africa |
| 2932 | Zimbabwe | 2005 | Developing | 44.6 | 717.0 | 28 | 4.14 | 8.717409 | 65.0 | 420 | 27.5 | 43 | 69.0 | 6.44 | 68.0 | 30.3 | 444.765750 | 129432.0 | 9.0 | 9.0 | 0.406 | 9.3 | Africa |
| 2933 | Zimbabwe | 2004 | Developing | 44.3 | 723.0 | 27 | 4.36 | 0.000000 | 68.0 | 31 | 27.1 | 42 | 67.0 | 7.13 | 65.0 | 33.6 | 454.366654 | 12777511.0 | 9.4 | 9.4 | 0.407 | 9.2 | Africa |
| 2934 | Zimbabwe | 2003 | Developing | 44.5 | 715.0 | 26 | 4.06 | 0.000000 | 7.0 | 998 | 26.7 | 41 | 7.0 | 6.52 | 68.0 | 36.7 | 453.351155 | 12633897.0 | 9.8 | 9.9 | 0.418 | 9.5 | Africa |
| 2935 | Zimbabwe | 2002 | Developing | 44.8 | 73.0 | 25 | 4.43 | 0.000000 | 73.0 | 304 | 26.3 | 40 | 73.0 | 6.53 | 71.0 | 39.8 | 57.348340 | 125525.0 | 1.2 | 1.3 | 0.427 | 10.0 | Africa |
| 2936 | Zimbabwe | 2001 | Developing | 45.3 | 686.0 | 25 | 1.72 | 0.000000 | 76.0 | 529 | 25.9 | 39 | 76.0 | 6.16 | 75.0 | 42.1 | 548.587312 | 12366165.0 | 1.6 | 1.7 | 0.427 | 9.8 | Africa |
| 2937 | Zimbabwe | 2000 | Developing | 46.0 | 665.0 | 24 | 1.68 | 0.000000 | 79.0 | 1483 | 25.5 | 39 | 78.0 | 7.10 | 78.0 | 43.5 | 547.358879 | 12222251.0 | 11.0 | 11.2 | 0.434 | 9.8 | Africa |